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To delete fields from a report query in Business Objects for faster and more efficient report running, go to the Data Access tab, select Edit Data Provider, and remove unnecessary data objects. In the tutorial, a specific field (country) is deleted from the query to minimize the data coming into the report. By dragging the unwanted object out of the Results Object section, the field is successfully deleted. It is recommended to refresh the data after making changes to view any alterations in the report.